AI Use Cases for Small Teams

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Correction history

Every accepted correction to this page is recorded with the exact change, so readers can see how the page improved over time.

1. 29 July 2026 · corrected by Emir Baycan

   Corrected 2 fabricated citations: a fabricated 2023 Harvard Business Review study by Tomas Chamorro-Premuzic analyzing '240 small businesses' with invented ROI-timeline and failure-rate statistics (no such study exists, though Chamorro-Premuzic is a real UCL professor and HBR contributor); and a fabricated/misattributed 'Content Marketing Institute 2024 survey' statistic (the real 2024 study matching this finding is Constant Contact's Small Business Now survey, not CMI, and the specific 63 percent figure does not appear in either organization's real published research).

   Before

   Article attributed specific invented studies and statistics to real people and organizations.

   After

   Removed the fabricated Chamorro-Premuzic study while preserving his real, general published views; corrected the survey attribution to the real Constant Contact study.

   Why: Real experts and organizations were used as anchors for invented statistics, the same fabrication pattern found across this batch of legacy articles.

   View the full record →

Full contribution timeline

1. Correction 29 July 2026

   Emir Baycan: Corrected 2 fabricated citations: a fabricated 2023 Harvard Business Review study by Tomas Chamorro-Premuzic analyzing '240 small businesses' with invented ROI-timeline and failure-rate statistics (no such study exists, though Chamorro-Premuzic is a real UCL professor and HBR contributor); and a fabricated/misattributed 'Content Marketing Institute 2024 survey' statistic (the real 2024 study matching this finding is Constant Contact's Small Business Now survey, not CMI, and the specific 63 percent figure does not appear in either organization's real published research).

   Proof record →